{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "32da10da",
   "metadata": {},
   "outputs": [],
   "source": [
    "import os\n",
    "import time\n",
    "import random\n",
    "\n",
    "import cv2\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "from deepface import DeepFace\n",
    "import faiss"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "4eff15b0",
   "metadata": {},
   "outputs": [],
   "source": [
    "model_name = \"Facenet\"\n",
    "detector_backend = \"mtcnn\"\n",
    "num_dimensions = 128 # Facenet output"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "410bce9e",
   "metadata": {},
   "source": [
    " # Facial database"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "4306e7b6",
   "metadata": {},
   "outputs": [],
   "source": [
    "representations = []\n",
    "for r, d, files in os.walk(\"deepface/tests/dataset/\"):\n",
    "    for file in files:\n",
    "        if \".jpg\" in file:\n",
    "            exact_file = f\"{r}{file}\"\n",
    "            objs = DeepFace.represent(\n",
    "                img_path=exact_file,\n",
    "                model_name=model_name,\n",
    "                detector_backend=detector_backend\n",
    "            )\n",
    "            for obj in objs:\n",
    "                embedding = obj[\"embedding\"]\n",
    "                representations.append([file, embedding])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "3f87d303",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "deepface unit test items have 1000000 images\n"
     ]
    }
   ],
   "source": [
    "print(f\"deepface unit test items have {len(representations)} images\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "681cfc68",
   "metadata": {},
   "source": [
    "# Synthetic images"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "0e0be11e",
   "metadata": {},
   "outputs": [],
   "source": [
    "for i in range(len(representations), 1000000):\n",
    "    key = f\"synthetic_{i}.jpg\"\n",
    "    vector = [random.gauss(-0.5, 0.5) for z in range(num_dimensions)]\n",
    "    representations.append([key, vector])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "c3c7d26e",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "after adding synthetic data, we have 1000000 items\n"
     ]
    }
   ],
   "source": [
    "print(f\"after adding synthetic data, we have {len(representations)} items\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "be730d89",
   "metadata": {},
   "outputs": [],
   "source": [
    "embeddings = []\n",
    "for key, value in representations:\n",
    "    embeddings.append(value)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c3b6d0b2",
   "metadata": {},
   "source": [
    "# initialize faiss"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "5a3456ec",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "faiss instance is initialized in 9.202957153320312e-05 seconds\n"
     ]
    }
   ],
   "source": [
    "# euclidean\n",
    "tic = time.time()\n",
    "index = faiss.IndexFlatL2(num_dimensions)\n",
    "toc = time.time()\n",
    "print(f\"faiss instance is initialized in {toc-tic} seconds\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "b9d6b2b7",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1000000 vectors stored in faiss intance in 5.398401975631714 seconds\n"
     ]
    }
   ],
   "source": [
    "# add 1M sized facial database into faiss\n",
    "tic = time.time()\n",
    "index.add(np.array(embeddings, dtype = \"f\"))\n",
    "toc = time.time()\n",
    "print(f\"{len(embeddings)} vectors stored in faiss intance in {toc-tic} seconds\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f206d0eb",
   "metadata": {},
   "source": [
    "# target image"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "c48e6082",
   "metadata": {},
   "outputs": [],
   "source": [
    "target_path = \"target.jpg\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "id": "3f82060b",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "target_img = DeepFace.extract_faces(\n",
    "    img_path = target_path, \n",
    "    detector_backend=detector_backend\n",
    ")[0][\"face\"]\n",
    "plt.imshow(target_img)\n",
    "plt.axis(\"off\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "ca487d88",
   "metadata": {},
   "outputs": [],
   "source": [
    "target_embedding = DeepFace.represent(\n",
    "    img_path=target_path,\n",
    "    model_name=model_name,\n",
    "    detector_backend=detector_backend\n",
    ")[0][\"embedding\"]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "4dcd6acd",
   "metadata": {},
   "outputs": [],
   "source": [
    "target_embedding = np.array(target_embedding, dtype = \"f\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "7a867a82",
   "metadata": {},
   "outputs": [],
   "source": [
    "target_embedding = np.expand_dims(target_embedding, axis = 0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "e25e4597",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(1, 128)"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "target_embedding.shape"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "68cb9e94",
   "metadata": {},
   "source": [
    "# search"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "id": "078ad200",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "search completed in 0.03743577003479004 in seconds\n"
     ]
    }
   ],
   "source": [
    "k = 3\n",
    "tic = time.time()\n",
    "distances, neighbours = index.search(target_embedding, k)\n",
    "toc = time.time()\n",
    "print(f\"search completed in {toc - tic} in seconds\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "id": "ba575b32",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1th closest image in 1000000 database\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 504x504 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "2th closest image in 1000000 database\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 504x504 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "3th closest image in 1000000 database\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 504x504 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "for idx, neighbour in enumerate(neighbours[0]):\n",
    "    neighbour_name = representations[neighbour][0]\n",
    "    \n",
    "    neighbour_img = DeepFace.extract_faces(\n",
    "        img_path=f\"deepface/tests/dataset/{neighbour_name}\",\n",
    "        detector_backend=detector_backend\n",
    "    )[0][\"face\"]\n",
    "    \n",
    "    print(f\"{idx+1}th closest image in {len(embeddings)} database\")\n",
    "    fig = plt.figure(figsize=(7, 7))\n",
    "    \n",
    "    fig.add_subplot(1,2,1)\n",
    "    plt.imshow(target_img)\n",
    "    plt.axis(\"off\")\n",
    "    \n",
    "    fig.add_subplot(1,2,2)\n",
    "    plt.imshow(neighbour_img)\n",
    "    plt.axis(\"off\")\n",
    "    \n",
    "    plt.show()"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.12"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
